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Automated audio-video sync detection for 2,371 real-time speech MRI videos: cross-correlates audio energy with video motion, flags 8 issue types, and includes a validator for checking the flags by hand.
Open research hub for signal validation, spectral graph methods and Lorentzian causal-order research. Reproducible references, browser experiments and explicit evidence limits.